Multiple imputation for continuous variables using a Bayesian principal component analysis

Vincent Audigier, François Husson, Julie Josse

We propose a multiple imputation method based on principal component analysis (PCA) to deal with incomplete continuous data. To reflect the uncertainty of the parameters from one i…